RCIM Paper Reference Benchmark

Scope

This benchmark is the canonical repository-owned comparison surface for RCIM paper-reference model replication. It has been reset around three explicit surfaces:

  • paper original: values reconstructed from the original paper tables;

  • paper retuned: recovered-original RCIM models retuned through run_rcim_original_reference_training.ps1;

  • RCIM Model-Bank Reproduction: repository-owned exact-paper model-bank results from the closed forward and backward paper-faithful grid-search campaigns.

Forward RCIM Model-Bank Reproduction cells must compare against the better value between paper original and paper retuned. Backward RCIM Model-Bank Reproduction cells must compare against paper retuned, because the paper does not provide backward original tables.

The current RCIM Model-Bank Reproduction values come from the faithful original-dataset exact-model-bank reimplementation under:

  • scripts/paper_reimplementation/rcim_ml_compensation/original_dataset_exact_model_bank/

That reimplementation is anchored to the recovered original RCIM pipeline preserved under:

  • scripts/paper_reimplementation/rcim_ml_compensation/recovered_original_workflow/

The accepted model archives backing these tables are:

  • models/paper_reference/rcim_track1/forward/

  • models/paper_reference/rcim_track1/backward/

The protocol is literal or near-literal to the recovered original pipeline where possible: rpm, deg, and tor inputs; harmonic amplitude and phase targets; family-wise multioutput training; restored GridSearchCV(...); historical cross_validate(...) replay; and per-target Python + ONNX exports. Documented compatibility repairs, such as the SVR(kernel="linear") replacement with StandardScaler + LinearSVR, are treated as explicit near-literal deviations rather than silent changes.

Current Archive Status

  • RCIM Model-Bank Reproduction status: closed as a faithful full-bank reproduction surface.

  • retuned family-direction archives promoted: 22

  • RCIM Model-Bank Reproduction forward family archives refreshed: 11

  • RCIM Model-Bank Reproduction backward family archives refreshed: 11

  • RCIM Model-Bank Reproduction forward archive root: models/paper_reference/rcim_track1/forward/

  • RCIM Model-Bank Reproduction backward archive root: models/paper_reference/rcim_track1/backward/

  • RCIM Model-Bank Reproduction forward closeout report: doc/reports/campaign_results/track_1/exact_paper/forward/2026-05-15-11-11-35_track1_forward_paper_faithful_grid_search_closeout_report.md

  • RCIM Model-Bank Reproduction backward closeout report: doc/reports/campaign_results/track_1/exact_paper/backward/2026-05-16-20-07-07_track1_backward_paper_faithful_grid_search_closeout_report.md

  • RCIM Model-Bank Reproduction backward completion timestamp: 2026-05-16T19:04:25+02:00

  • ELM is archived as an operational RCIM Model-Bank Reproduction family but remains outside the original paper-family order.

  • Closure criterion: both directions were run, accepted model archives were refreshed, and every RCIM Model-Bank Reproduction cell in Tables 2-5 was repopulated.

  • Closure does not require all-green status. Yellow and red cells document the remaining numerical gap under the faithful original-pipeline protocol.

TE Curve Verification Pipeline Directional Comparison Status

TE Curve Verification Pipeline is the repository-owned direct TE-curve comparison surface between the accepted RCIM Model-Bank Reproduction paper-reference banks and the repository model families. It is still an offline comparison branch. It does not replace the future online Table 9 compensation benchmark.

Candidate Surface Contract

Every current and future model family must expose explicit direction surfaces:

Surface

Training Scope

Valid TE Curve Verification Pipeline Evaluation Curves

global

forward and backward together

forward and backward, reported separately

Fw

forward only

forward only

Bw

backward only

backward only

This applies to RCIM Model-Bank Reproduction, TE Curve Verification Pipeline, Wave 1, and future waves. New pipelines must load the canonical TE curves directly from data/simplified_dataset through config/datasets/transmission_error_dataset.yaml, matching the repository-owned model workflow such as feedforward.

Current Canonical TE Curve Verification Pipeline Matrix

The current canonical direction-aware comparison starts from the full TE Curve Verification Pipeline matrix. It was generated from: config/paper_reimplementation/rcim_ml_compensation/reference_family_vs_feedforward/full_track2_matrix_template.yaml.

Canonical report: doc/reports/analysis/track2/Track 2 Directional Model Comparison.md.

Validation report: doc/reports/analysis/validation_checks/track2/2026-05-18-17-26-52_track2_full_directional_family_matrix_composite_best_reference_validation_report.md.

Output artifacts: output/validation_checks/track2_reference_comparison/2026-05-18-16-35-26__track2_full_directional_family_matrix_composite_best_reference_validation/.

Grouped curve previews: doc/reports/campaign_results/track_2/verification_plots/.

The matrix evaluates:

  • all 11 RCIM Model-Bank Reproduction forward family banks from models/paper_reference/rcim_track1/forward/;

  • all 11 RCIM Model-Bank Reproduction backward family banks from models/paper_reference/rcim_track1/backward/;

  • all 11 recovered original forward family banks from models/paper_reference/rcim_original/forward/;

  • all 11 retuned forward family banks from models/paper_reference/rcim_retuned/forward/;

  • all 11 retuned backward family banks from models/paper_reference/rcim_retuned/backward/;

  • all 15 current Wave 1 exported surfaces from models/exported/: global, Fw, and Bw for feedforward, harmonic_regression, periodic_mlp, residual_harmonic_mlp, and tree.

  • five composed best-reference candidates assembled from the approved per-target paper original, retuned, and RCIM Model-Bank Reproduction harmonic selections.

The latest audit confirms zero direction-scope violations across the TE Curve Verification Pipeline per-condition table: Fw rows use only forward curves, Bw rows use only backward curves, and global rows use both directions with separate metrics. The RCIM Model-Bank Reproduction forward reference banks also apply the documented source-specific h0 compatibility sign before TE-curve reconstruction.

Current composed candidates:

Direction

Source

Candidate

Mean Percentage Error [%]

forward

paper original

paper_original_best_Fw

6.250

forward

paper retuned

paper_retuned_best_Fw

4.109

forward

RCIM Model-Bank Reproduction

track1_best_Fw

6.819

backward

paper retuned

paper_retuned_best_Bw

7.572

backward

RCIM Model-Bank Reproduction

track1_best_Bw

11.860

Best current TE Curve Verification Pipeline rows:

Direction

Best Candidate

Mean Percentage Error [%]

forward

rcim_retuned_GBM19_Fw

2.372

backward

rcim_retuned_GBM19_Bw

5.398

global combined

tree_global

6.854

Forward Tables

Forward Table 2 - Amplitude MAE

Paper Original

Paper original values exist only for the forward branch.

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.002300

5.60e-05

1.60e-04

1.50e-04

7.90e-05

2.60e-04

9.10e-05

4.40e-04

6.90e-04

2.90e-04

MLP

0.009500

0.006500

0.006500

0.005600

0.006900

0.007100

0.007400

0.006800

0.008100

0.005500

RF

0.003000

2.60e-05

2.00e-05

2.90e-05

2.60e-05

3.80e-05

1.10e-05

5.70e-05

6.80e-05

2.90e-05

DT

0.003400

2.90e-05

2.20e-05

4.00e-05

3.20e-05

5.90e-05

1.30e-05

6.30e-05

6.20e-05

5.10e-05

ET

0.003500

3.10e-05

2.40e-05

3.80e-05

3.20e-05

5.90e-05

1.80e-05

5.70e-05

8.80e-05

7.20e-05

ERT

0.003100

2.70e-05

2.30e-05

2.90e-05

2.50e-05

3.80e-05

1.20e-05

3.90e-05

4.50e-05

2.60e-05

GBM

0.003100

2.70e-05

2.10e-05

2.80e-05

2.70e-05

3.90e-05

1.20e-05

6.10e-05

7.10e-05

3.00e-05

HGBM

0.002400

2.70e-05

1.70e-05

2.30e-05

2.60e-05

2.90e-05

1.20e-05

1.00e-04

1.70e-04

3.50e-05

XGBM

0.002500

5.50e-05

8.10e-05

1.10e-04

6.60e-05

1.10e-04

4.60e-05

2.30e-04

2.60e-04

1.40e-04

LGBM

0.002500

2.70e-05

1.80e-05

2.40e-05

2.70e-05

3.00e-05

1.20e-05

9.00e-05

1.60e-04

3.20e-05

Paper Retuned

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.002912

4.66302e-05

6.04508e-05

7.55757e-05

7.10815e-05

0.000121731

5.12823e-05

0.000696237

0.000698217

0.00024679

MLP

0.014562

0.007778

0.0111

0.007793

0.009778

0.011258

0.011897

0.008305

0.00701

0.015629

RF

0.00312

2.69224e-05

1.92205e-05

2.61055e-05

2.2637e-05

3.59297e-05

1.05759e-05

4.57812e-05

5.27089e-05

3.28826e-05

DT

0.00351

3.10238e-05

2.31505e-05

3.6618e-05

2.97753e-05

5.5576e-05

1.52993e-05

8.91254e-05

6.69908e-05

4.50935e-05

ET

0.003923

3.39405e-05

2.73594e-05

3.96039e-05

2.81046e-05

6.39258e-05

1.5678e-05

6.23185e-05

6.8023e-05

4.45344e-05

ERT

0.003262

2.51681e-05

2.08696e-05

2.6821e-05

2.21245e-05

3.62432e-05

1.09854e-05

4.05968e-05

5.01524e-05

3.70563e-05

GBM

0.002887

2.68313e-05

2.06267e-05

2.64032e-05

2.42143e-05

3.83771e-05

1.19535e-05

0.000151854

0.000203692

5.85112e-05

HGBM

0.002618

2.63076e-05

1.86476e-05

2.34801e-05

2.56511e-05

2.36904e-05

1.22957e-05

0.000107198

0.000119594

3.49172e-05

XGBM

0.002842

5.29274e-05

5.17414e-05

6.83342e-05

6.44126e-05

8.84949e-05

4.65581e-05

0.000135924

0.000104757

0.000115468

LGBM

0.002575

2.62664e-05

1.87327e-05

2.33772e-05

2.5798e-05

2.51835e-05

1.20466e-05

0.000107466

0.000118095

3.52105e-05

ELM

0.008394

2.88142e-05

7.87396e-05

0.000112282

4.01642e-05

0.000296962

2.83329e-05

0.000856622

0.001067

0.000369496

RCIM Model-Bank Reproduction

Model

0

1

3

39

40

78

81

156

162

240

SVM

🔴 0.00305677

🔴 6.56573e-05

🔴 7.61143e-05

🟢 5.12792e-05

🟢 5.42676e-05

🟡 0.000130489

🟢 4.18793e-05

🟡 0.000519983

🟢 0.000680543

🟢 0.000242616

MLP

🔴 0.0271161

🔴 0.0289634

🔴 0.013724

🔴 0.0150448

🔴 0.0229618

🔴 0.0222392

🔴 0.0263144

🔴 0.0233848

🔴 0.0346719

🔴 0.0227904

RF

🟢 0.0029211

🟡 3.17912e-05

🟡 2.20406e-05

🟡 3.03707e-05

🟡 2.359e-05

🔴 5.99545e-05

🔴 1.40259e-05

🔴 0.000122525

🔴 0.000199132

🔴 8.14611e-05

DT

🟢 0.00334252

🟡 3.19493e-05

🟡 2.48493e-05

🔴 5.40545e-05

🟡 3.3619e-05

🔴 9.67335e-05

🔴 1.78349e-05

🔴 0.000150126

🔴 0.000142924

🔴 8.49043e-05

ET

🟢 0.00302836

🟡 3.40618e-05

🟡 2.68639e-05

🔴 5.40808e-05

🔴 3.97516e-05

🔴 0.000100007

🔴 2.35786e-05

🔴 0.000123802

🔴 0.000119119

🔴 0.000223229

ERT

🟡 0.0032981

🟡 2.99936e-05

🟢 1.90726e-05

🟢 2.58271e-05

🟢 2.06984e-05

🟢 3.40623e-05

🟡 1.13607e-05

🔴 5.42847e-05

🔴 8.02514e-05

🔴 3.96275e-05

GBM

🟡 0.00342451

🔴 3.36664e-05

🔴 2.68844e-05

🔴 4.56841e-05

🟡 2.48912e-05

🔴 7.29048e-05

🟡 1.38016e-05

🔴 0.000169589

🔴 0.000225139

🔴 8.29394e-05

HGBM

🔴 0.0032848

🟡 3.01984e-05

🔴 2.74001e-05

🔴 4.22901e-05

🟡 2.7153e-05

🔴 6.9168e-05

🔴 1.56039e-05

🔴 0.000192565

🔴 0.000331003

🔴 9.24011e-05

XGBM

🔴 0.00409938

🟡 5.8509e-05

🔴 7.00635e-05

🔴 0.000112889

🟡 6.52937e-05

🔴 0.000130015

🟡 4.84409e-05

🔴 0.000213958

🔴 0.000250252

🔴 0.000172708

LGBM

🔴 0.00608785

🔴 3.53012e-05

🔴 5.23761e-05

🔴 0.0001078

🔴 3.71074e-05

🔴 0.000176727

🔴 2.41069e-05

🔴 0.000334592

🔴 0.000453492

🔴 0.000153304

ELM

🟢 0.00636693

🟡 3.42378e-05

🟢 7.05152e-05

🟢 0.00010553

🟡 4.4305e-05

🟢 0.000253924

🟡 3.27129e-05

🟢 0.000661327

🟢 0.00095085

🟢 0.000313632

Forward Table 3 - Amplitude RMSE

Paper Original

Paper original values exist only for the forward branch.

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.003300

7.40e-05

1.80e-04

1.80e-04

9.50e-05

3.30e-04

1.00e-04

8.80e-04

0.002200

4.70e-04

MLP

0.0140

0.0120

0.0120

0.0100

0.0140

0.0130

0.0150

0.0130

0.0160

0.0100

RF

0.004100

3.50e-05

3.00e-05

3.80e-05

3.70e-05

5.60e-05

1.50e-05

1.70e-04

2.20e-04

5.40e-05

DT

0.004900

4.00e-05

3.30e-05

5.30e-05

4.50e-05

8.20e-05

1.80e-05

2.00e-04

1.70e-04

1.10e-04

ET

0.004500

4.20e-05

3.50e-05

5.10e-05

4.30e-05

8.50e-05

2.70e-05

1.90e-04

3.80e-04

1.80e-04

ERT

0.004000

3.70e-05

3.40e-05

4.00e-05

3.60e-05

5.70e-05

1.60e-05

1.30e-04

1.60e-04

4.20e-05

GBM

0.004000

3.60e-05

3.10e-05

3.90e-05

3.90e-05

5.50e-05

1.60e-05

1.70e-04

2.20e-04

4.70e-05

HGBM

0.003400

3.60e-05

2.50e-05

3.20e-05

3.80e-05

4.50e-05

1.60e-05

2.50e-04

5.00e-04

7.40e-05

XGBM

0.003500

7.10e-05

1.00e-04

1.30e-04

8.70e-05

1.50e-04

6.00e-05

5.40e-04

7.50e-04

2.10e-04

LGBM

0.003500

3.70e-05

2.60e-05

3.30e-05

3.80e-05

4.60e-05

1.60e-05

2.20e-04

4.70e-04

6.20e-05

Paper Retuned

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.004123

6.08873e-05

7.62318e-05

9.55895e-05

8.97431e-05

0.000165775

6.03122e-05

0.001528

0.002377

0.000612235

MLP

0.023068

0.013469

0.02176

0.015826

0.018224

0.021632

0.020561

0.015097

0.014136

0.025682

RF

0.004098

3.81916e-05

2.78872e-05

3.62718e-05

3.33471e-05

5.61394e-05

1.8065e-05

0.000163705

0.000154321

5.64108e-05

DT

0.004879

4.30523e-05

3.33725e-05

5.05612e-05

4.50974e-05

7.97431e-05

2.38369e-05

0.000298278

0.000196766

7.18479e-05

ET

0.005512

4.98162e-05

4.46899e-05

5.37782e-05

4.20959e-05

8.92871e-05

2.55713e-05

0.000190094

0.000186599

6.97557e-05

ERT

0.004164

3.5925e-05

3.07983e-05

3.76465e-05

3.28386e-05

5.4169e-05

1.87404e-05

0.000144831

0.000158585

6.67768e-05

GBM

0.004091

3.87048e-05

2.7237e-05

3.78415e-05

3.57058e-05

5.40153e-05

2.03112e-05

0.000471228

0.000738856

0.00015009

HGBM

0.003898

3.66942e-05

2.64492e-05

3.2727e-05

3.5704e-05

3.51107e-05

1.92161e-05

0.000264253

0.000275736

7.01425e-05

XGBM

0.003956

6.81352e-05

6.50398e-05

8.87521e-05

8.33804e-05

0.000116671

5.98269e-05

0.000336537

0.000236608

0.000164157

LGBM

0.00379

3.66354e-05

2.67199e-05

3.21329e-05

3.57956e-05

3.707e-05

1.89939e-05

0.000267423

0.000266197

7.02233e-05

ELM

0.010659

3.82909e-05

9.6453e-05

0.000153107

6.26075e-05

0.0003916

3.88056e-05

0.00157

0.002357

0.000636913

RCIM Model-Bank Reproduction

Model

0

1

3

39

40

78

81

156

162

240

SVM

🟡 0.00338731

🔴 8.19255e-05

🟡 8.95392e-05

🟢 6.45351e-05

🟢 7.34706e-05

🟢 0.000159871

🟢 5.33825e-05

🔴 0.00110312

🟡 0.00225189

🔴 0.000607111

MLP

🔴 0.0444009

🔴 0.0506314

🔴 0.0280048

🔴 0.0312168

🔴 0.035164

🔴 0.0532152

🔴 0.0407882

🔴 0.0512525

🔴 0.0782889

🔴 0.0353102

RF

🟢 0.0035838

🟡 4.03765e-05

🟡 3.01094e-05

🟡 3.91365e-05

🟡 3.33647e-05

🔴 7.90751e-05

🔴 1.9156e-05

🔴 0.000372638

🔴 0.000615249

🔴 0.000155537

DT

🟢 0.00448775

🟡 4.32286e-05

🟡 3.36444e-05

🔴 6.90261e-05

🟢 4.23337e-05

🔴 0.000121027

🟡 2.22354e-05

🔴 0.000387564

🔴 0.000556478

🔴 0.000119526

ET

🟢 0.00363044

🟡 4.51865e-05

🟡 3.77537e-05

🔴 7.3839e-05

🔴 6.71039e-05

🔴 0.000137482

🟡 3.08913e-05

🔴 0.000365913

🔴 0.000307436

🔴 0.000607463

ERT

🟡 0.00402504

🟡 3.95159e-05

🟢 2.5487e-05

🟢 3.32522e-05

🟢 2.74003e-05

🟢 4.85815e-05

🟢 1.56353e-05

🔴 0.000226686

🔴 0.000326493

🔴 7.97047e-05

GBM

🟡 0.00429076

🟡 4.40207e-05

🔴 3.51095e-05

🔴 5.66209e-05

🟢 3.373e-05

🔴 9.95071e-05

🟡 1.92187e-05

🔴 0.00036332

🔴 0.0006087

🔴 0.000184329

HGBM

🟡 0.00394434

🟡 3.92211e-05

🔴 3.57166e-05

🔴 5.29581e-05

🟡 4.08969e-05

🔴 9.33812e-05

🔴 2.04346e-05

🔴 0.000417758

🔴 0.000840289

🔴 0.000190047

XGBM

🔴 0.00530128

🟡 7.53981e-05

🔴 9.14248e-05

🔴 0.000139317

🟡 8.88706e-05

🔴 0.000177205

🟡 5.99168e-05

🟡 0.000416185

🔴 0.000653461

🔴 0.000308105

LGBM

🔴 0.00766252

🔴 4.64541e-05

🔴 6.46017e-05

🔴 0.000124724

🔴 5.54452e-05

🔴 0.000210241

🔴 3.00738e-05

🔴 0.000543088

🔴 0.00117065

🔴 0.000291955

ELM

🟢 0.00848451

🟡 4.29732e-05

🟢 9.23106e-05

🟢 0.000150356

🟡 6.42287e-05

🟢 0.000341396

🟡 4.17627e-05

🟢 0.00104785

🟢 0.00228557

🟢 0.000596099

Forward Table 4 - Phase MAE

Paper Original

Paper original values exist only for the forward branch.

Model

1

3

39

40

78

81

156

162

240

SVM

0.002200

0.0330

0.0270

0.0610

0.1900

0.1300

1.200

0.4900

0.4900

MLP

0.007200

0.0650

0.0620

0.0800

0.1600

0.1500

1.900

0.7800

0.7000

RF

0.002000

0.0240

0.0280

0.0370

0.0740

0.0530

0.5100

0.2300

0.2500

DT

0.002100

0.0300

0.0360

0.0430

0.0900

0.0660

0.5200

0.2000

0.2300

ET

0.002400

0.0310

0.0350

0.0510

0.0940

0.0870

0.7100

0.2800

0.2600

ERT

0.002200

0.0270

0.0280

0.0400

0.0760

0.0560

0.5300

0.2000

0.2300

GBM

0.002000

0.0240

0.0300

0.0360

0.0740

0.0530

0.5400

0.2500

0.2900

HGBM

0.001900

0.0200

0.0210

0.0400

0.0910

0.0570

0.7400

0.3500

0.3600

XGBM

0.001900

0.0240

0.0320

0.0610

0.1400

0.0910

0.9600

0.5400

0.3900

LGBM

0.001800

0.0210

0.0210

0.0400

0.0950

0.0550

0.7400

0.3500

0.3400

Paper Retuned

Model

1

3

39

40

78

81

156

162

240

SVM

0.002861

0.039126

0.038193

0.095298

0.19446

0.167816

1.545304

0.854949

0.747385

MLP

0.020549

0.068079

0.081528

0.07124

0.145159

0.141555

1.653017

0.90848

0.781412

RF

0.001953

0.024688

0.02624

0.036396

0.054711

0.045866

0.410856

0.234445

0.271166

DT

0.002239

0.02734

0.032261

0.045456

0.07449

0.06362

0.490408

0.245312

0.287325

ET

0.002979

0.032667

0.032921

0.046145

0.105701

0.077808

0.474651

0.284212

0.297142

ERT

0.002328

0.028784

0.027723

0.03521

0.062335

0.051688

0.400729

0.233554

0.273227

GBM

0.002203

0.023329

0.025456

0.037337

0.050657

0.047991

0.479103

0.298957

0.355748

HGBM

0.001955

0.025438

0.020247

0.037234

0.071251

0.048207

0.605127

0.337684

0.391634

XGBM

0.0019

0.025124

0.020946

0.035046

0.068123

0.043829

0.470111

0.251684

0.290375

LGBM

0.001928

0.025764

0.020305

0.03646

0.073436

0.045802

0.603746

0.346318

0.383523

ELM

0.002771

0.080557

0.089368

0.067536

0.19027

0.174713

1.703741

1.116297

0.80237

RCIM Model-Bank Reproduction

Model

1

3

39

40

78

81

156

162

240

SVM

🔴 0.00293219

🟡 0.0336004

🔴 0.0378276

🔴 0.0992124

🟢 0.163665

🟡 0.137422

🔴 2.005

🔴 0.711488

🟡 0.519536

MLP

🔴 0.0183255

🟡 0.0656061

🔴 0.100654

🟡 0.0875861

🟢 0.127547

🟡 0.175523

🟡 1.7145

🔴 1.01942

🟢 0.62369

RF

🟢 0.00191692

🟢 0.0213333

🟡 0.0271451

🟢 0.0354547

🔴 0.070632

🔴 0.0583387

🔴 0.651807

🟢 0.228596

🔴 0.436112

DT

🟡 0.00249641

🔴 0.0417107

🟡 0.0381584

🔴 0.0568484

🔴 0.104668

🔴 0.0985556

🔴 0.83352

🔴 0.290414

🔴 0.344008

ET

🟡 0.00241905

🔴 0.0424304

🟡 0.0363294

🔴 0.0682433

🟡 0.0960632

🟡 0.0900424

🔴 1.16006

🔴 0.404844

🔴 0.391284

ERT

🟢 0.00213975

🟢 0.0211093

🟢 0.0271126

🟢 0.0327383

🟡 0.0664968

🟢 0.0456165

🔴 0.505565

🟡 0.20839

🔴 0.311603

GBM

🟢 0.00193875

🟢 0.0208532

🔴 0.0338847

🟢 0.0347052

🔴 0.0649534

🔴 0.0690813

🔴 0.680302

🟡 0.304907

🔴 0.374422

HGBM

🟡 0.00217747

🔴 0.0285098

🔴 0.033155

🔴 0.0470393

🔴 0.0900869

🔴 0.0779747

🔴 0.884828

🔴 0.441184

🟡 0.41455

XGBM

🟡 0.00234852

🔴 0.0317376

🔴 0.0466152

🔴 0.0602509

🔴 0.132517

🔴 0.111915

🔴 1.06937

🔴 0.44421

🔴 0.438863

LGBM

🔴 0.00261033

🔴 0.045093

🔴 0.077429

🔴 0.0640331

🔴 0.144583

🔴 0.149051

🔴 1.22009

🔴 0.632576

🔴 0.476992

ELM

🟢 0.00269276

🟢 0.0662808

🟢 0.0722836

🟢 0.065352

🟢 0.147244

🟢 0.15427

🟡 1.74182

🟢 1.02676

🟢 0.633718

Forward Table 5 - Phase RMSE

Paper Original

Paper original values exist only for the forward branch.

Model

1

3

39

40

78

81

156

162

240

SVM

0.003100

0.0420

0.0440

0.0970

0.3200

0.2000

1.800

1.100

1.100

MLP

0.0130

0.0840

0.0770

0.1100

0.2400

0.2200

2.200

1.200

1.100

RF

0.002800

0.0330

0.0430

0.0550

0.1600

0.0820

1.200

0.6800

0.6300

DT

0.002800

0.0420

0.0610

0.0610

0.2000

0.1000

1.300

0.7300

0.6700

ET

0.003300

0.0460

0.0620

0.0740

0.2300

0.1500

1.500

0.9300

0.6800

ERT

0.003600

0.0400

0.0440

0.0600

0.1800

0.1100

1.200

0.6400

0.5800

GBM

0.002600

0.0340

0.0450

0.0550

0.1800

0.0840

1.300

0.7100

0.7100

HGBM

0.002500

0.0290

0.0270

0.0600

0.1900

0.0850

1.300

0.7000

0.7400

XGBM

0.002800

0.0330

0.0430

0.0890

0.2300

0.1300

1.400

0.8100

0.7600

LGBM

0.002500

0.0300

0.0280

0.0600

0.1900

0.0820

1.300

0.7000

0.7100

Paper Retuned

Model

1

3

39

40

78

81

156

162

240

SVM

0.00436

0.054297

0.060574

0.132484

0.362591

0.241217

2.02453

1.654005

1.412756

MLP

0.032351

0.086326

0.104059

0.103366

0.212569

0.179317

1.994397

1.406654

1.202815

RF

0.002714

0.034748

0.046435

0.054608

0.135891

0.06584

0.967807

0.762623

0.835498

DT

0.003115

0.039113

0.060054

0.070673

0.151314

0.095694

1.225799

0.891606

0.872011

ET

0.004395

0.049717

0.05807

0.071786

0.294988

0.130349

1.092873

0.927118

0.805299

ERT

0.003522

0.040693

0.053397

0.056126

0.156387

0.082454

0.876494

0.726699

0.769894

GBM

0.003227

0.033096

0.041325

0.056051

0.112009

0.075405

0.953229

0.825631

0.919771

HGBM

0.002681

0.036307

0.032742

0.057628

0.139074

0.070305

1.03431

0.784113

0.888707

XGBM

0.002489

0.03353

0.034166

0.056416

0.147066

0.066047

0.896522

0.773625

0.784581

LGBM

0.002673

0.03642

0.032488

0.056709

0.145076

0.067668

1.049463

0.794237

0.883119

ELM

0.004207

0.099629

0.112824

0.098927

0.285837

0.233381

2.031703

1.636152

1.276826

RCIM Model-Bank Reproduction

Model

1

3

39

40

78

81

156

162

240

SVM

🔴 0.00397461

🟡 0.0506014

🔴 0.0614727

🔴 0.131569

🟡 0.332271

🟡 0.218491

🔴 2.41283

🔴 1.53987

🟢 1.00731

MLP

🔴 0.0367435

🟡 0.0860856

🔴 0.127013

🟡 0.127158

🟢 0.164189

🔴 0.225802

🟡 2.0493

🟡 1.46987

🟢 1.01822

RF

🟢 0.00259315

🟢 0.0282609

🟢 0.0360729

🟢 0.0529926

🔴 0.211336

🔴 0.0825679

🟡 1.06046

🟢 0.647753

🔴 0.940516

DT

🟡 0.00343561

🔴 0.0507192

🟡 0.0636581

🟡 0.0735106

🟡 0.160754

🔴 0.134366

🔴 1.5605

🟡 0.769901

🟡 0.712705

ET

🟡 0.00333782

🔴 0.0579582

🟡 0.0633639

🔴 0.0982918

🟢 0.168641

🟡 0.13214

🔴 2.09517

🔴 1.25598

🔴 0.90783

ERT

🟢 0.00307895

🟢 0.0289877

🟡 0.0522371

🟢 0.0507968

🔴 0.207215

🟢 0.0622622

🟡 0.924908

🟡 0.708327

🔴 0.845185

GBM

🟡 0.00273946

🟢 0.027172

🟡 0.0482154

🟢 0.048643

🔴 0.146262

🟡 0.0933574

🟡 1.0587

🟡 0.757983

🔴 0.93035

HGBM

🟡 0.00307036

🔴 0.0373394

🔴 0.0569335

🟡 0.0714217

🔴 0.185849

🔴 0.113812

🔴 1.32219

🔴 0.923536

🟡 0.884716

XGBM

🔴 0.00330225

🟡 0.0399144

🔴 0.0736494

🔴 0.0857178

🔴 0.201331

🔴 0.156961

🔴 1.45745

🟡 0.833064

🟡 0.819865

LGBM

🔴 0.00362244

🔴 0.0535386

🔴 0.10155

🔴 0.0871438

🔴 0.259432

🔴 0.191343

🔴 1.54621

🔴 1.02708

🔴 0.950281

ELM

🟢 0.00356586

🟢 0.0830624

🟢 0.0971095

🟢 0.0922018

🟢 0.201695

🟢 0.199579

🟡 2.08167

🟢 1.53247

🟢 0.976902

Backward Tables

Backward Table 2 - Amplitude MAE

Paper Original

No backward paper-original table is available in the paper.

Paper Retuned

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.003417

7.05621e-05

6.44134e-05

0.000108184

3.99598e-05

0.000140876

3.55141e-05

0.000759711

0.000512494

0.000342361

MLP

0.016062

0.008565

0.02068

0.009938

0.009976

0.007135

0.010629

0.008277

0.011534

0.007464

RF

0.002937

2.37386e-05

2.07275e-05

1.72732e-05

2.76117e-05

5.1867e-05

1.00356e-05

0.000117828

9.1534e-05

6.23487e-05

DT

0.003504

2.69959e-05

3.42058e-05

2.59035e-05

3.23554e-05

0.000105717

1.36692e-05

0.000191057

0.000165638

0.000125839

ET

0.003322

2.65069e-05

2.63791e-05

2.03945e-05

3.03482e-05

7.00267e-05

9.3832e-06

0.000111551

9.2988e-05

0.000129119

ERT

0.003049

2.17166e-05

2.08911e-05

1.70013e-05

2.7271e-05

4.75824e-05

9.04573e-06

0.000102756

9.06934e-05

8.63274e-05

GBM

0.003907

2.9644e-05

2.4405e-05

2.18322e-05

3.7928e-05

8.77184e-05

1.31074e-05

0.000407784

0.00013776

0.00020224

HGBM

0.003336

3.32158e-05

2.92694e-05

2.23226e-05

2.9316e-05

8.58519e-05

1.20384e-05

0.000355944

0.000276624

0.000115003

XGBM

0.009006

5.01457e-05

6.59465e-05

6.57939e-05

4.6482e-05

0.000306515

2.74418e-05

0.000887201

0.000532549

0.000212008

LGBM

0.006586

3.53015e-05

4.62261e-05

4.03759e-05

3.28733e-05

0.000230488

1.56541e-05

0.000577349

0.000432744

0.000209221

ELM

0.006105

4.0656e-05

6.19064e-05

6.94347e-05

3.74189e-05

0.000314255

2.18478e-05

0.001246

0.000861271

0.000374497

RCIM Model-Bank Reproduction

Model

0

1

3

39

40

78

81

156

162

240

SVM

🔴 0.00429719

🟡 7.21116e-05

🟢 6.26989e-05

🟢 0.000101174

🟡 4.02579e-05

🟢 0.00013487

🟢 2.13117e-05

🟢 0.000718831

🔴 0.000751263

🔴 0.0005152

MLP

🟡 0.0187638

🔴 0.0180434

🟢 0.0142052

🔴 0.0222598

🔴 0.0259821

🔴 0.0175306

🔴 0.0223986

🔴 0.0350925

🔴 0.0281716

🔴 0.024987

RF

🟡 0.00326128

🟢 2.12857e-05

🟡 2.36905e-05

🔴 2.28753e-05

🟢 2.18196e-05

🟡 5.50349e-05

🟡 1.07872e-05

🔴 0.000260409

🔴 0.00019246

🔴 0.000178183

DT

🟡 0.00362216

🟢 2.65706e-05

🟢 2.42053e-05

🟢 2.01634e-05

🟢 2.57958e-05

🟢 5.25319e-05

🟢 1.14882e-05

🟢 0.000132202

🟢 0.000109396

🟢 0.000120005

ET

🟢 0.00323091

🟡 2.79374e-05

🔴 3.6441e-05

🔴 2.89436e-05

🟢 3.0195e-05

🔴 0.000126116

🔴 1.9469e-05

🔴 0.000373914

🔴 0.000196806

🔴 0.000183825

ERT

🟡 0.00346948

🟢 2.06273e-05

🔴 2.62655e-05

🟡 1.76074e-05

🟢 2.412e-05

🟢 3.64268e-05

🟢 8.76046e-06

🟡 0.000109416

🟢 8.52257e-05

🔴 0.000135207

GBM

🟢 0.00302314

🟢 2.0832e-05

🟢 1.90749e-05

🟢 1.94171e-05

🟢 2.20437e-05

🟢 4.97133e-05

🟢 1.02443e-05

🟢 0.000274177

🟡 0.000153256

🟢 0.000174127

HGBM

🟡 0.00378368

🟢 2.91305e-05

🟢 2.76483e-05

🟢 2.06079e-05

🟢 2.60511e-05

🟢 7.61737e-05

🟡 1.26117e-05

🟢 0.000284131

🟡 0.000338821

🔴 0.000269172

XGBM

🟢 0.004586

🔴 6.52717e-05

🟡 7.24577e-05

🟡 7.90442e-05

🟢 3.96378e-05

🟢 0.000145479

🟡 2.76087e-05

🟢 0.000408884

🟢 0.00028056

🔴 0.0003725

LGBM

🟢 0.00245033

🟢 2.25836e-05

🟢 2.0776e-05

🟢 1.6854e-05

🟢 2.48788e-05

🟢 2.6598e-05

🟢 9.64368e-06

🟢 0.000290743

🟢 9.43304e-05

🟢 0.000116581

ELM

🟡 0.00739232

🟢 3.01773e-05

🟢 5.92126e-05

🟢 5.49178e-05

🟢 3.63881e-05

🟢 0.000280435

🟢 2.07512e-05

🟢 0.00104357

🟡 0.00104482

🟡 0.00044025

Backward Table 3 - Amplitude RMSE

Paper Original

No backward paper-original table is available in the paper.

Paper Retuned

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.004321

8.92984e-05

7.59251e-05

0.000122372

5.24986e-05

0.00018634

4.13104e-05

0.002147

0.001733

0.000768566

MLP

0.023489

0.014012

0.034222

0.016157

0.019279

0.01215

0.018511

0.011909

0.020039

0.01354

RF

0.003822

4.01928e-05

3.95792e-05

2.41367e-05

4.08393e-05

7.35254e-05

1.45444e-05

0.000351421

0.000350566

0.000143677

DT

0.004755

3.89166e-05

4.63022e-05

3.5792e-05

4.65966e-05

0.000141259

2.1564e-05

0.000458745

0.000633652

0.000247847

ET

0.004572

3.78036e-05

4.05121e-05

3.04868e-05

4.2643e-05

9.56236e-05

1.38535e-05

0.000333265

0.000508611

0.000340328

ERT

0.004034

3.32592e-05

3.37697e-05

2.42355e-05

3.99313e-05

6.91306e-05

1.34407e-05

0.000318311

0.000352948

0.000173187

GBM

0.005304

4.27122e-05

3.50066e-05

3.02839e-05

5.45847e-05

0.000114522

2.03896e-05

0.002273

0.00066182

0.000854605

HGBM

0.004305

5.05026e-05

4.01874e-05

3.17414e-05

4.19043e-05

0.000115062

1.73374e-05

0.00091268

0.000819282

0.000242704

XGBM

0.011001

7.54328e-05

8.55087e-05

8.04608e-05

5.83e-05

0.00036438

3.40776e-05

0.001727

0.001146

0.000500722

LGBM

0.008224

5.37816e-05

5.75288e-05

5.02789e-05

4.44481e-05

0.000274288

2.08906e-05

0.00103

0.000972133

0.000415477

ELM

0.007959

6.49451e-05

8.87046e-05

8.60459e-05

4.79292e-05

0.000405392

2.81136e-05

0.002354

0.001667

0.000692278

RCIM Model-Bank Reproduction

Model

0

1

3

39

40

78

81

156

162

240

SVM

🔴 0.00624162

🟡 0.000100359

🟡 8.0137e-05

🟢 0.000121816

🟢 5.14725e-05

🟢 0.000165646

🟢 2.79301e-05

🟢 0.00159816

🔴 0.00247527

🔴 0.00143899

MLP

🔴 0.0329994

🔴 0.0290015

🟢 0.0267382

🔴 0.0368861

🔴 0.0464764

🔴 0.0387349

🔴 0.0349958

🔴 0.0685187

🔴 0.0433351

🔴 0.0376344

RF

🟡 0.00388728

🟢 3.17179e-05

🟢 3.21038e-05

🟡 2.90596e-05

🟢 2.95874e-05

🟡 7.49419e-05

🟡 1.53213e-05

🔴 0.000994547

🔴 0.00054455

🔴 0.000523307

DT

🟡 0.00536033

🟡 4.02372e-05

🟢 3.67906e-05

🟢 2.77918e-05

🟢 3.65537e-05

🟢 7.35572e-05

🟢 1.64362e-05

🟡 0.000461825

🟢 0.000574387

🔴 0.000355973

ET

🟢 0.00396137

🟡 3.80118e-05

🟡 4.36729e-05

🔴 3.85289e-05

🟢 4.1416e-05

🔴 0.000157222

🔴 2.88975e-05

🔴 0.0010175

🟡 0.000604509

🟡 0.000388673

ERT

🟡 0.00414577

🟢 2.92237e-05

🟡 3.50008e-05

🟢 2.37344e-05

🟢 3.24177e-05

🟢 5.1696e-05

🟢 1.26104e-05

🔴 0.000432476

🟡 0.000370452

🔴 0.000485608

GBM

🟢 0.00368222

🟢 2.94098e-05

🟢 2.55762e-05

🟢 2.56806e-05

🟢 3.02315e-05

🟢 6.41438e-05

🟢 1.51924e-05

🟢 0.00120215

🟢 0.000406253

🟢 0.000532606

HGBM

🟢 0.00429035

🟢 4.75846e-05

🟢 3.84266e-05

🟢 2.73323e-05

🟢 3.36259e-05

🟢 9.68442e-05

🟢 1.71525e-05

🟢 0.000819717

🟡 0.000840448

🔴 0.000875059

XGBM

🟢 0.00542501

🔴 0.000108672

🟡 9.3682e-05

🟡 9.63518e-05

🟢 4.96259e-05

🟢 0.000194315

🟢 3.34652e-05

🟢 0.00104628

🟢 0.000698929

🔴 0.00103448

LGBM

🟢 0.00322629

🟢 3.28906e-05

🟢 2.92663e-05

🟢 2.23516e-05

🟢 3.40799e-05

🟢 3.59238e-05

🟢 1.37455e-05

🟢 0.00099465

🟢 0.000232247

🟢 0.000225442

ELM

🟡 0.00974713

🟢 4.4137e-05

🟢 7.84404e-05

🟢 7.36454e-05

🟢 4.71594e-05

🟢 0.000372533

🟢 2.70445e-05

🟢 0.00173176

🔴 0.00239836

🔴 0.00128115

Backward Table 4 - Phase MAE

Paper Original

No backward paper-original table is available in the paper.

Paper Retuned

Model

1

3

39

40

78

81

156

162

240

SVM

0.003277

0.030147

1.533948

0.239405

0.16531

0.165708

0.519181

0.647235

0.934282

MLP

0.012577

0.047895

0.883528

0.223007

0.117947

0.164507

0.550536

0.633432

0.74779

RF

0.004475

0.020274

0.259613

0.088339

0.055395

0.100364

0.103195

0.104946

0.201875

DT

0.002297

0.030949

0.264166

0.109481

0.104082

0.131394

0.154214

0.138677

0.272296

ET

0.002216

0.024758

0.251627

0.12914

0.061557

0.117384

0.137711

0.158073

0.335381

ERT

0.001928

0.022496

0.224182

0.093953

0.05315

0.092693

0.138368

0.099516

0.224467

GBM

0.001997

0.033333

0.32552

0.111136

0.060508

0.119325

0.33279

0.205319

0.423721

HGBM

0.004355

0.031669

0.48239

0.11461

0.089437

0.116216

0.251079

0.198438

0.422011

XGBM

0.007236

0.105

1.368352

0.237439

0.149121

0.154242

0.394363

0.2798

0.74483

LGBM

0.003988

0.075939

1.007733

0.159638

0.119033

0.16781

0.347521

0.403988

0.606608

ELM

0.005351

0.095946

1.401709

0.21804

0.14142

0.191291

0.566196

0.85855

0.826733

RCIM Model-Bank Reproduction

Model

1

3

39

40

78

81

156

162

240

SVM

🟢 0.00267961

🟢 0.0289354

🟡 1.73853

🟢 0.226484

🟢 0.153255

🟡 0.171261

🟡 0.572634

🟡 0.746112

🟢 0.715218

MLP

🔴 0.0250021

🔴 0.085401

🔴 1.46551

🟢 0.19159

🔴 0.158349

🔴 0.221734

🟡 0.636549

🔴 0.94923

🟢 0.708315

RF

🟢 0.00151443

🟡 0.0227093

🔴 0.36563

🟡 0.093876

🟢 0.0500226

🟢 0.0804635

🔴 0.180663

🟢 0.100225

🔴 0.322211

DT

🟢 0.00184067

🟢 0.024766

🟢 0.203102

🟢 0.101007

🟢 0.0523841

🟢 0.0912207

🟢 0.120792

🟢 0.0532046

🟢 0.168514

ET

🟡 0.00224629

🟡 0.0307531

🟡 0.293192

🟡 0.131714

🔴 0.0801005

🟡 0.12357

🔴 0.278798

🟡 0.166394

🔴 0.520119

ERT

🟢 0.00158011

🟡 0.0236435

🟡 0.243882

🟢 0.0790123

🟡 0.0553777

🟢 0.0804235

🟢 0.106373

🟢 0.0626116

🔴 0.286918

GBM

🟢 0.0015294

🟢 0.0226183

🟡 0.336998

🟢 0.0978393

🟢 0.0455842

🟢 0.0870526

🟢 0.163144

🟢 0.0940569

🟢 0.29418

HGBM

🟢 0.00187119

🟢 0.0301106

🟡 0.500873

🟢 0.112472

🟢 0.0858941

🟢 0.110244

🟢 0.240075

🟢 0.173083

🟢 0.405538

XGBM

🟢 0.00210362

🟢 0.0463593

🟢 0.822733

🟢 0.158859

🟢 0.104748

🟢 0.113511

🟢 0.26358

🟢 0.162021

🟢 0.482149

LGBM

🟢 0.00174038

🟢 0.0180247

🟢 0.368428

🟢 0.0975133

🟢 0.0469313

🟢 0.0814266

🟢 0.179082

🟢 0.0927631

🟢 0.384359

ELM

🟢 0.0029446

🟢 0.0801661

🟡 1.68169

🟢 0.176486

🟢 0.130431

🟢 0.179679

🟡 0.623933

🟡 0.874472

🟢 0.750818

Backward Table 5 - Phase RMSE

Paper Original

No backward paper-original table is available in the paper.

Paper Retuned

Model

1

3

39

40

78

81

156

162

240

SVM

0.004976

0.050379

1.904003

0.390645

0.302424

0.208329

0.96709

1.234879

1.739106

MLP

0.019934

0.061518

1.488289

0.387442

0.157908

0.216736

0.922763

1.028735

1.240815

RF

0.017312

0.031548

0.925908

0.133734

0.089557

0.134517

0.321643

0.324612

0.495247

DT

0.00395

0.046179

1.158681

0.159423

0.153046

0.187845

0.411266

0.488621

0.666233

ET

0.00377

0.037153

1.108501

0.245136

0.110455

0.16568

0.50731

0.556874

0.991502

ERT

0.002972

0.034339

0.766994

0.159162

0.095696

0.127265

0.383862

0.279082

0.516958

GBM

0.00295

0.044645

1.141662

0.180293

0.107463

0.16886

0.988349

0.695553

1.10418

HGBM

0.008257

0.042245

1.003621

0.175671

0.164139

0.159327

0.552074

0.448768

0.785715

XGBM

0.011072

0.123145

1.59109

0.382244

0.244668

0.191574

0.767348

0.565452

1.226653

LGBM

0.006405

0.089842

1.316174

0.239411

0.186768

0.208583

0.68118

0.644011

0.990548

ELM

0.011728

0.12662

1.852693

0.376851

0.186686

0.249883

0.946219

1.157153

1.350511

RCIM Model-Bank Reproduction

Model

1

3

39

40

78

81

156

162

240

SVM

🟢 0.00384401

🟢 0.0411088

🟡 2.12783

🟢 0.3468

🟡 0.350233

🟡 0.2245

🟡 1.08322

🟡 1.44516

🟢 1.3595

MLP

🔴 0.0377578

🔴 0.109135

🔴 1.8702

🟢 0.296805

🔴 0.213038

🔴 0.290191

🟡 0.96245

🔴 1.29006

🟢 1.17318

RF

🟢 0.00206574

🟢 0.0314359

🟡 0.958068

🟢 0.128839

🟡 0.0953936

🟢 0.118077

🔴 0.441122

🟢 0.228194

🔴 0.740668

DT

🟢 0.00254115

🟢 0.0341871

🟢 0.82471

🟢 0.149163

🟢 0.0880881

🟢 0.135455

🔴 0.641618

🟢 0.0809374

🟢 0.590811

ET

🟢 0.00348736

🟡 0.0414338

🟡 1.21723

🟢 0.180527

🔴 0.138744

🟡 0.16677

🔴 0.651211

🟡 0.58247

🟡 1.12751

ERT

🟢 0.00213017

🟡 0.0356001

🟡 0.849285

🟢 0.107083

🔴 0.124823

🟢 0.125367

🟢 0.334748

🟢 0.133295

🔴 0.743524

GBM

🟢 0.00209734

🟢 0.0294579

🟢 0.94203

🟢 0.132488

🟢 0.0837849

🟢 0.126905

🟢 0.424279

🟢 0.213448

🟢 0.647993

HGBM

🟢 0.00299787

🟢 0.0375849

🟢 0.954013

🟢 0.160093

🟡 0.182508

🟡 0.159944

🟢 0.538131

🟢 0.292846

🟡 0.901278

XGBM

🟢 0.00314551

🟢 0.05994

🟢 1.18958

🟢 0.259128

🟢 0.224614

🟢 0.15135

🟢 0.559001

🟢 0.311383

🟢 0.863736

LGBM

🟢 0.00233636

🟢 0.0272988

🟢 0.938005

🟢 0.12908

🟢 0.0716468

🟢 0.105663

🟢 0.458084

🟢 0.145162

🟢 0.772565

ELM

🟢 0.00393481

🟢 0.104573

🟡 2.19552

🟢 0.276721

🟢 0.169502

🟢 0.236343

🟡 0.976768

🟡 1.24462

🟢 1.1873

Reading Rules

  • paper original is immutable paper-side evidence and exists only for forward.

  • paper retuned is the current recovered-original retuned baseline.

  • RCIM Model-Bank Reproduction is closed as the populated repository-owned paper-faithful full-bank reproduction surface for Tables 2-5.

  • RCIM Model-Bank Reproduction forward status colors compare against the best of paper original and paper retuned.

  • RCIM Model-Bank Reproduction backward status colors compare against paper retuned.

  • Later attempts to force all cells green must be documented as separate optimization branches, not as changes to the closed faithful RCIM Model-Bank Reproduction baseline.

  • A future restricted-dataset RCIM Model-Bank Reproduction rerun should create a new Markdown comparison report that places full-dataset and reduced-dataset Tables 2-5 side by side for every dataset-reduction level.